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Basic research on resampling of the bootstrap type

Research Project

Project/Area Number 24500350
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Statistical science
Research InstitutionTokyo University of Science

Principal Investigator

NIKI Naoto  東京理科大学, 工学部, 教授 (10000209)

Co-Investigator(Renkei-kenkyūsha) ONO Yoko  横浜市立大学, 総合科学部, 准教授 (60339140)
HASHIGUCHI Hiroki  東京理科大学, 理学部, 准教授 (50266920)
NAKAGAWA Shigekazu  倉敷芸術科学大学, 産業科学技術学部, 教授 (90248203)
Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥5,330,000 (Direct Cost: ¥4,100,000、Indirect Cost: ¥1,230,000)
Fiscal Year 2014: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2013: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2012: ¥3,250,000 (Direct Cost: ¥2,500,000、Indirect Cost: ¥750,000)
Keywordsコンピュータ支援統計 / 数式処理 / 統計量分布 / 対称式 / 統計的汎関数 / 計算機支援統計 / 中標本 / モーメントのモーメント
Outline of Final Research Achievements

Resampling methods are designed in order to obtain approximated distributions of statistics by means of repeated sampling from the empirical distribution based on a sample from a population. Despite the frequent use to small size samples, only their asymptotic aspects for infinity in size have been discussed, excluding the reports on numerical experiments.
The main target of this research is to represent the characteristics of the resampled empirical distributions exactly, from the perspective that resampling is to sample a weight vector given to observation vector. The moments that characterize the distribution of the moments of the resampled distribution (moments-of-moments) have been written in terms of the moments of the original sample and the weight distribution; the moments-of-moments-of-moments are also obtained in terms of the population moments and the weight moments. The results seem useful for comparison between existing methods and for generation of new ideas.

Report

(4 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (16 results)

All 2015 2014 2013 2011 Other

All Journal Article (2 results) (of which Peer Reviewed: 2 results,  Open Access: 1 results,  Acknowledgement Compliant: 2 results) Presentation (14 results)

  • [Journal Article] Recurrence formula on the joint distribution of sample skewness and kurtosis under normality2015

    • Author(s)
      Shigekazu Nakagawa, Hiroki Hashiguchi, and Naoto Niki
    • Journal Title

      Communications in Statistics - Theory and Methods

      Volume: 44

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Estimation of the Variance for the Maximum Likelihood Estimates in Normal Mixture Models and Normal Hidden Markov Models2011

    • Author(s)
      Masanari Iida and Naoto Niki
    • Journal Title

      Journal of the Japanese Society of Computational Statistics

      Volume: 24 Issue: 1 Pages: 39-66

    • DOI

      10.5183

    • NAID

      10030497169

    • ISSN
      0915-2350, 1881-1337
    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Presentation] 多変量正規性の検定における可視化について2014

    • Author(s)
      中川重和,橋口博樹,仁木直人
    • Organizer
      科研費シンポジウム「空間データと災害の統計モデル」
    • Place of Presentation
      アクロス福岡 (福岡市)
    • Year and Date
      2014-12-21 – 2014-12-22
    • Related Report
      2014 Annual Research Report
  • [Presentation] Run-time model for a class of parallel probabilistic statistical computations on graphical processing units2014

    • Author(s)
      Masanari Iida and Naoto Niki
    • Organizer
      The 7th International Conference of the ERCIM WG of Computational and Methodological Statistics
    • Place of Presentation
      University of Pisa (Pisa, Italy)
    • Year and Date
      2014-12-06 – 2014-12-08
    • Related Report
      2014 Annual Research Report
  • [Presentation] Exact representation of resampling moments2014

    • Author(s)
      Naoto Koshimizu, Yoko Ono, and Naoto Niki
    • Organizer
      The ISI Regional Statistics Conference, 2014
    • Place of Presentation
      Sasana Kijang (Kuala Lumpur, Malaysia)
    • Year and Date
      2014-11-16 – 2014-11-19
    • Related Report
      2014 Annual Research Report
  • [Presentation] 多変量正規性検定のグラフ表現法2014

    • Author(s)
      中川重和,橋口博樹,仁木直人
    • Organizer
      2014年度統計関連学会連合大会
    • Place of Presentation
      東京大学, 本郷キャンパス (東京都文京区)
    • Year and Date
      2014-09-14 – 2014-09-16
    • Related Report
      2014 Annual Research Report
  • [Presentation] GPU 上での繰り返し計算に対する処理時間分布2013

    • Author(s)
      仁木直人, 飯田正成
    • Organizer
      2013年度 統計関連学会連合大会
    • Place of Presentation
      大阪大学豊中キャンパス (豊中市)
    • Related Report
      2013 Research-status Report
  • [Presentation] 汎用的統計計算における GPGPU2013

    • Author(s)
      飯田正成, 仁木直人
    • Organizer
      2013年度 統計関連学会連合大会
    • Place of Presentation
      大阪大学豊中キャンパス (豊中市)
    • Related Report
      2013 Research-status Report
  • [Presentation] 正規母集団のもとでの Jarque-Bera 統計量分布のモーメント公式2013

    • Author(s)
      中川重和, 橋口博樹, 仁木直人
    • Organizer
      2013年度 統計関連学会連合大会
    • Place of Presentation
      大阪大学豊中キャンパス (豊中市)
    • Related Report
      2013 Research-status Report
  • [Presentation] Dual Representation of the Pitman Sampling Formula2013

    • Author(s)
      Naoto NIKI
    • Organizer
      Ishigaki International Conference on Modern Statistics Theories, Practices, and Education in the 21st Century
    • Place of Presentation
      ANA Intercontinental Ishigaki Resort (石垣市)
    • Related Report
      2013 Research-status Report
  • [Presentation] On a Graphical Representation for Testing Multinormality2013

    • Author(s)
      Shigekazu Nakagawa, Hiroki Hashiguchi, Naoto NIKI
    • Organizer
      Ishigaki International Conference on Modern Statistics Theories, Practices, and Education in the 21st Century
    • Place of Presentation
      ANA Intercontinental Ishigaki Resort (石垣市)
    • Related Report
      2013 Research-status Report
  • [Presentation] 同一手続きの繰返しに対する GPU 演算2013

    • Author(s)
      飯田正成, 仁木直人
    • Organizer
      日本計算機統計学会第27回シンポジウム
    • Place of Presentation
      市民会館崇城大学ホール (熊本市)
    • Related Report
      2013 Research-status Report
  • [Presentation] 多変量正規性検定のための Srivastava 統計量に基づくグラフ表現法2013

    • Author(s)
      中川重和, 橋口博樹, 仁木直人
    • Organizer
      日本計算機統計学会第27回シンポジウム
    • Place of Presentation
      市民会館崇城大学ホール (熊本市)
    • Related Report
      2013 Research-status Report
  • [Presentation] Moments of resampling distributions

    • Author(s)
      Naoto Niki and Yoko Ono
    • Organizer
      The 2nd Institute of Mathematical Statistics - Asia Pacific Rim Meeting (ims-APRM 2012)
    • Place of Presentation
      つくば国際会議場(つくば市)
    • Related Report
      2012 Research-status Report
  • [Presentation] Sampling moments of resamples

    • Author(s)
      Naoto Niki and Yoko Ono
    • Organizer
      The 2nd Annual International Conference on Computational Mathematics, Computational Geometry and Statistics (CMCGS 2013)
    • Place of Presentation
      Hotel Fort Canning (Singapore)
    • Related Report
      2012 Research-status Report
  • [Presentation] GPU への確率的アルゴリズムの実装 - その問題点と対策 -

    • Author(s)
      飯田正成,仁木直人
    • Organizer
      2012年度統計関連学会連合大会
    • Place of Presentation
      北海道大学(札幌市)
    • Related Report
      2012 Research-status Report

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Published: 2013-05-31   Modified: 2019-07-29  

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